Migrating a Privacy-Safe Information Extraction System to a Software 2.0 Design
Summary: Case study converting Gmail's privacy-safe, production rule-based IE to Software 2.0: use rule outputs as training labels to build ML extractors that improve precision/recall, shrink codebase, and enable cross-language extraction. Discusses challenges in training-data generation/management, model evaluation, and necessary Software‑1.0 infrastructure to safely deploy ML extractors. (summarized by gpt-5-mini on Feb 09 2026)
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Authors
- 1. Ying Sheng
- 2. Nguyen Vo
- 3. James B. Wendt
- 4. Sandeep Tata
- 5. Marc Najork
Incoming Citations (Sorted by Pagerank)
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Outgoing Citations (Sorted by Pagerank)
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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 45 | The Case for Learned Index Structures | 2018 | SIGMOD | 0.0004530684 |
| 63 | Freebase: A Collaboratively Created Graph Database For Structuring Human Knowledge | 2008 | SIGMOD | 0.00039278196 |
| 117 | HoloClean: Holistic Data Repairs with Probabilistic Inference | 2017 | VLDB | 0.00032346273 |
| 576 | Extracting Structured Data from Web Pages | 2003 | SIGMOD | 0.00016335144 |
| 3,290 | Automatic Wrappers for Large Scale Web Extraction | 2011 | VLDB | 7.6161829e-05 |
| 3,549 | The Role of Massively Multi-Task and Weak Supervision in Software 2.0 | 2019 | CIDR | 7.3816787e-05 |
| 3,658 | Snorkel: Fast Training Set Generation for Information Extraction | 2017 | SIGMOD | 7.2831799e-05 |
| 5,674 | DIADEM: Thousands of Websites to a Single Database | 2014 | VLDB | 6.1908158e-05 |
| 6,237 | CERES: Distantly Supervised Relation Extraction from the Semi-Structured Web | 2018 | VLDB | 6.0066515e-05 |
| 11,678 | Online Template Induction for Machine-Generated Emails | 2019 | VLDB | 5.1725247e-05 |
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